diff --git a/docs/src/basics/Preconditioners.md b/docs/src/basics/Preconditioners.md
index 1325694ad..05faedb06 100644
--- a/docs/src/basics/Preconditioners.md
+++ b/docs/src/basics/Preconditioners.md
@@ -111,3 +111,9 @@ The following preconditioners match the interface of LinearSolve.jl.
     preconditioners which supports distributed computing via MPI. These can be
     written using the LinearSolve.jl interface choosing algorithms like `HYPRE.ILU`
     and `HYPRE.BoomerAMG`.
+  - [KrylovPreconditioners.jl](https://github.com/JuliaSmoothOptimizers/KrylovPreconditioners.jl/): Provides GPU-ready
+    preconditioners via KernelAbstractions.jl. At the time of writing the package provides the following methods:
+    
+      + Incomplete Cholesky decomposition `KrylovPreconditioners.kp_ic0(A)`
+      + Incomplete LU decomposition `KrylovPreconditioners.kp_ilu0(A)`
+      + Block Jacobi `KrylovPreconditioners.BlockJacobiPreconditioner(A, nblocks, device)`